{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RDKit pandas support\n",
    "This is a quick tutorial will show some of the ways you can use RDKit together with pandas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "@TAGS: #basics #pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import PandasTools\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "\n",
    "# The next line is commented out \n",
    "# because GitHub does not render svg's embedded in notebooks\n",
    "IPythonConsole.ipython_useSVG=False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the table of drugs (downloaded from [ChEMBL](https://www.ebi.ac.uk/chembl/) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('../data/chembl_drugs.txt.gz', sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['PARENT_MOLREGNO',\n",
       " 'CHEMBL_ID',\n",
       " 'SYNONYMS',\n",
       " 'DEVELOPMENT_PHASE',\n",
       " 'RESEARCH_CODES',\n",
       " 'APPLICANTS',\n",
       " 'USAN_STEM',\n",
       " 'USAN_STEM_DEFINITION',\n",
       " 'USAN_STEM_SUBSTEM',\n",
       " 'USAN_YEAR',\n",
       " 'FIRST_APPROVAL',\n",
       " 'ATC_CODE',\n",
       " 'ATC_CODE_DESCRIPTION',\n",
       " 'INDICATION_CLASS',\n",
       " 'SC_PATENT_NO',\n",
       " 'DRUG_TYPE',\n",
       " 'RULE_OF_FIVE',\n",
       " 'FIRST_IN_CLASS',\n",
       " 'CHIRALITY',\n",
       " 'PRODRUG',\n",
       " 'ORAL',\n",
       " 'PARENTERAL',\n",
       " 'TOPICAL',\n",
       " 'BLACK_BOX',\n",
       " 'AVAILABILITY_TYPE',\n",
       " 'WITHDRAWN_YEAR',\n",
       " 'WITHDRAWN_COUNTRY',\n",
       " 'WITHDRAWN_REASON',\n",
       " 'CANONICAL_SMILES']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[str(x) for x in df.columns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11442"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Keep only compounds with SMILES,that respect Ro5 and are on the market"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df['CANONICAL_SMILES'].notnull() & # Keep cpds with SMILES\n",
    "        (df['RULE_OF_FIVE'] == 'Y') & # that respect Ro5\n",
    "        (df['DEVELOPMENT_PHASE'] == 4)] # are on the market"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1284"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Table contains CANONICAL_SMILES with SMILES which we can convert to RDKit molecules (default name ROMol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "PandasTools.AddMoleculeColumnToFrame(df, smilesCol='CANONICAL_SMILES')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remove rows where RDKit failed to generate a molecule from SMILES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[~df['ROMol'].isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extract a name from SYNONYMS column by applying a row-wise operation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['name'] = df.apply(lambda x: x['SYNONYMS'].split('(')[0] if type(x['SYNONYMS']) is str else None, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Depict first 8 mols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PandasTools.FrameToGridImage(df.head(8), legendsCol='name', molsPerRow=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate some descriptors and visualize distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rdkit.Chem import Descriptors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['MW'] = df['ROMol'].map(Descriptors.MolWt)\n",
    "df['logP'] = df['ROMol'].map(Descriptors.MolLogP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#doctest: IGNORE\n",
    "df['MW'].hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SuvC3wF8AP+24jq78KvA/wD/0hqY+meSiQW3ccB+iJF9J8tgsX9v6lvkrZn5Nv6u7SpfVvI+mWCuSrAPuBt5bVc92Xc9ySvIW4GRV7e+6lg6dD/wm8PGqegPwPDCwv0EN69kyAqrqd882P8kO4C3A1bV2bjjw0RRAkpcwE+x3VdXnuq6nA1cBb03yZuCXgJcl+UxV/VHHdS2no8DRqjr1W9tnGWC4e+bekSTXAn8JvLWq/q/repbRmn80RZIwM856qKo+1HU9XaiqW6tqY1WNMvM98G9rLNipqv8Gnkryml7T1cDjg9q+Z+7d+QhwAXD/zGedB6vqT7stafh8NAUwc9Z6I3AgyaO9tvdV1X3dlaSO/BlwV+9E57vAHw9qwz5+QJIa5LCMJDXIcJekBhnuktQgw12SGmS4S1KDDHdJapDhLkkN+n9dvT4fBf1G7AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#doctest: IGNORE\n",
    "df['logP'].hist();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do a substructure search on a dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f6c2abc85e0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = Chem.MolFromSmarts('Nc1ccc(S(=O)(=O)-[*])cc1')\n",
    "query"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that unspecified bonds in the SMARTS are \"single or aromatic\" queries. We could make this query a bit more specific:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f6c2ab5ca00>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = Chem.MolFromSmarts('N-c1ccc(-S(=O)(=O)-[*])cc1')\n",
    "query"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We do a substruture search by using the operator `>=` on a molecule column.\n",
    "\n",
    "Here's an example where we do the search and count the number of matching rows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df[df['ROMol'] >= query])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RDKit by defaults highlights the matched substructures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SYNONYMS</th>\n",
       "      <th>ROMol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Sulfadimethoxine (BAN, INN, JAN, MI, NF, USP);...</td>\n",
       "      <td><img data-content=\"rdkit/molecule\" src=\"\" alt=\"Mol\"/></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Bendrofluazide (BAN); Bendroflumethiazide (FDA...</td>\n",
       "      <td><img data-content=\"rdkit/molecule\" src=\"\" alt=\"Mol\"/></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Hydrochlorothiazide (BAN, FDA, INN, JAN, USP)</td>\n",
       "      <td><img data-content=\"rdkit/molecule\" src=\"\" alt=\"Mol\"/></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Sulfapyridine (BAN, FDA, INN, USP); Sulfapyrid...</td>\n",
       "      <td><img data-content=\"rdkit/molecule\" src=\"\" alt=\"Mol\"/></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>Sulfaphenazole (BAN, FDA, INN, JAN, MI)</td>\n",
       "      <td><img data-content=\"rdkit/molecule\" src=\"\" alt=\"Mol\"/></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              SYNONYMS  \\\n",
       "45   Sulfadimethoxine (BAN, INN, JAN, MI, NF, USP);...   \n",
       "48   Bendrofluazide (BAN); Bendroflumethiazide (FDA...   \n",
       "51       Hydrochlorothiazide (BAN, FDA, INN, JAN, USP)   \n",
       "155  Sulfapyridine (BAN, FDA, INN, USP); Sulfapyrid...   \n",
       "266            Sulfaphenazole (BAN, FDA, INN, JAN, MI)   \n",
       "\n",
       "                                                 ROMol  \n",
       "45   <img data-content=\"rdkit/molecule\" src=\"data:i...  \n",
       "48   <img data-content=\"rdkit/molecule\" src=\"data:i...  \n",
       "51   <img data-content=\"rdkit/molecule\" src=\"data:i...  \n",
       "155  <img data-content=\"rdkit/molecule\" src=\"data:i...  \n",
       "266  <img data-content=\"rdkit/molecule\" src=\"data:i...  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df['ROMol'] >= query][['SYNONYMS', 'ROMol']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just display the matching molecules:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PandasTools.FrameToGridImage(df[df['ROMol'] >= query].head(12), legendsCol='name', molsPerRow=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save the table as SD file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "PandasTools.WriteSDF(df, '../data/approved_drugs.sdf', idName='CHEMBL_ID', properties=df.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tutorial author: Samo Turk, Jan. 2017"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "celltoolbar": "Tags",
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
